| Gajda, Z., Sekanina, L.: An Efficient Selection Strategy for Digital Circuit Evolution, In: Evolvable Systems: From Biology to Hardware, Berlin, DE, Springer, 2010, p. 13-24, ISBN 978-3-642-15322-8 | | Publication language: | english |
|---|
| Original title: | An Efficient Selection Strategy for Digital Circuit Evolution |
|---|
| Title (cs): | Účinná selekční strategie pro evoluci číslicových obvodů |
|---|
| Pages: | 13-24 |
|---|
| Proceedings: | Evolvable Systems: From Biology to Hardware |
|---|
| Conference: | The 9th International Conference on Evolvable Systems: From Biology to Hardware |
|---|
| Series: | LNCS 6274 |
|---|
| Place: | Berlin, DE |
|---|
| Year: | 2010 |
|---|
| ISBN: | 978-3-642-15322-8 |
|---|
| Publisher: | Springer Verlag |
|---|
| Files: | |
|---|
|
| | Keywords |
|---|
| digital circuit, cartesian genetic programming, circuit design, evolutionary computation, selection operator |
| Annotation |
|---|
In this paper, we propose a new modification of Cartesian Genetic Programming (CGP) that enables to optimize digital circuits more significantly than standard CGP. We argue that considering fully functional but not necessarily smallest-discovered individual as the parent for new population can decrease the number of harmful mutations and so improve the search space exploration. This phenomenon was confirmed on common benchmarks such as combinational multipliers and the LGSynth91 circuits.
|
| BibTeX: |
|---|
@INPROCEEDINGS{
author = {Zbyšek Gajda and Lukáš Sekanina},
title = {An Efficient Selection Strategy for Digital Circuit
Evolution},
pages = {13--24},
booktitle = {Evolvable Systems: From Biology to Hardware},
series = {LNCS 6274},
year = {2010},
location = {Berlin, DE},
publisher = {Springer Verlag},
ISBN = {978-3-642-15322-8},
language = {english},
url = {http://www.fit.vutbr.cz/research/view_pub.php?id=9299}
} |
|